Study Guide

Objective

You can build conventional image based AI, such as image classification and object detection applications
You are aware of different possibilities of common cloud platforms regarding image AIs
You have studied existing tools for common image AI tasks and are able to evaluate their usefulness in practical machine learning work

Content

Machine learning in computer vision
Image AI, deep learning and convolutional neural networks (CNN)
Image dataset management for machine learning
Image classification and object detection
Image processing solutions with neural networks

Qualifications

Basics of programming, Basics of Deep Learning, Basics of Python data analytics modules/libraries

Assessment criteria, satisfactory (1)

You can create simple image-based AI with code
You can do simple tasks in a common cloud service platform
You can pre-process your image dataset accordingly for your own image AI

Assessment criteria, good (3)

You can create various image-based AI solutions with code
You can do common tasks in a common cloud service platform
You can pre-process your image dataset accordingly for your own image AI

Assessment criteria, excellent (5)

You can create various image-based AI solutions with code
You can do advanced tasks in a common cloud service platform
You can pre-process your image dataset accordingly for your own image AI
You can optimize your image AI by using advanced techniques, algorithm optimizations and dataset optimizations